Designing an Adaptive Guidance System

Creating an interaction framework that balances guidance, independence, and confidence across K–8 learning experiences.

Overview

At Amplify, I designed the interaction framework behind the Virtual Tutor, helping define how guidance, feedback, and progression worked across a personalized K–8 math platform.

Rather than focusing on individual screens, I designed the behaviors and rules that determined when students received support, how the Virtual Tutor responded, and how guidance adapted to different age groups.

One of the most significant challenges was recognizing that younger learners and middle school students needed fundamentally different interaction models. Instead of applying one approach across the product, we created distinct systems that reflected how each audience learns, explores, and builds confidence.

My Role

As Principal Product Designer, I partnered with Product, Engineering, Curriculum, and Research to define the interaction framework that powered adaptive guidance throughout the platform.

Responsibilities

  • Designed the Virtual Tutor behavior model

  • Defined adaptive interaction rules and guidance behaviors

  • Co-designed the Grades 6–8 activity flow with Product

  • Created reusable visual communication guidelines

  • Established scalable interaction standards

  • Collaborated with Engineering to ensure behaviors were implemented consistently

  • Participated in usability testing and translated findings into design improvements

The Challenge

The challenge wasn't simply deciding when the Virtual Tutor should help.

It was understanding that different learners needed different systems.

Our K–5 products were designed for younger learners who benefited from more structured support, encouragement, and immediate feedback.

As we expanded into Grades 6–8, our assumptions changed.

Older students wanted more independence. They were comfortable exploring, trying multiple approaches, and solving problems on their own. When the Virtual Tutor interrupted too early, it often broke their concentration instead of helping them.

Rather than designing a single experience, we intentionally created two guidance models that reflected different developmental needs.

Grade Comparison

K-5

  • Needs confidence

  • Frequent feedback

  • Immediate help

Grades 6–8

  • Wants independence

  • Exploration

  • Delayed intervention

Design Principles

Designing Two Guidance Models

One of the most important systems decisions was recognizing that guidance should adapt not only to student behavior but also to age and developmental stage.

K–5 Guidance Model

Design Goal: Build confidence through active support.

For younger learners, the Virtual Tutor played a much more visible role throughout activities.

The interaction system emphasized:

  • faster intervention when students struggled

  • frequent encouragement and positive reinforcement

  • guided introductions to new concepts

  • immediate feedback to maintain momentum

  • consistent visual support throughout the experience

The tutor acted as an active learning companion, helping students build confidence while reducing frustration.

Grades 6–8 Guidance Model

Design Goal: Encourage independence through thoughtful support.

For older students, we intentionally reduced the tutor's presence.

Instead of leading students through activities, the system prioritized exploration and productive struggle before offering assistance.

The interaction model focused on:

  • allowing students to attempt problems independently

  • delaying intervention until meaningful struggle occurred

  • providing contextual hints rather than direct instruction

  • minimizing unnecessary interruptions

  • returning control to the student as quickly as possible

Rather than directing the experience, the Virtual Tutor became a supportive guide that appeared only when it added value.

Comparing the Interaction Systems